| 2025 | ACSSC | Linearized ADMM for Simplicial and Nonnegative Component Analyses. | Jingzhou Hu, Kejun Huang |
| 2025 | ICLR | Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization. | Yuchen Sun, Kejun Huang |
| 2024 | ICASSP | Complex Bounded Component Analysis: Identifiability and Algorithm. | Jingzhou Hu, Kejun Huang |
| 2023 | ICASSP | Identifiable Bounded Component Analysis Via Minimum Volume Enclosing Parallelotope. | Jingzhou Hu, Kejun Huang |
| 2023 | ICASSP | Volume-Regularized Nonnegative Tucker Decomposition with Identifiability Guarantees. | Yuchen Sun, Kejun Huang |
| 2022 | ICASSP | HOQRI: Higher-Order QR Iteration for Scalable Tucker Decomposition. | Yuchen Sun, Kejun Huang |
| 2020 | ICASSP | Low-Complexity Levenberg-Marquardt Algorithm for Tensor Canonical Polyadic Decomposition. | Kejun Huang, Xiao Fu |
| 2020 | SDM | Identifying Potential Investors with Data Driven Approaches. | Bo Yang, Kejun Huang, Nicholas D. Sidiropoulos |
| 2019 | ACSSC | Unsupervised Learning of Nonlinear Mixtures: Identifiability and Algorithm. | Bo Yang, Xiao Fu, Nicholas D. Sidiropoulos, Kejun Huang |
| 2019 | ICASSP | Block-randomized Stochastic Proximal Gradient for Constrained Low-rank Tensor Factorization. | Xiao Fu, Cheng Gao, Hoi-To Wai, Kejun Huang |
| 2019 | ICASSP | Perturbed Projected Gradient Descent Converges to Approximate Second-order Points for Bound Constrained Nonconvex Problems. | Songtao Lu, Ziping Zhao, Kejun Huang, Mingyi Hong |
| 2019 | ICML | Detecting Overlapping and Correlated Communities without Pure Nodes: Identifiability and Algorithm. | Kejun Huang, Xiao Fu |
| 2018 | AAAI | On Convergence of Epanechnikov Mean Shift. | Kejun Huang, Xiao Fu, Nicholas D. Sidiropoulos |
| 2018 | ICML | Learning Hidden Markov Models from Pairwise Co-occurrences with Application to Topic Modeling. | Kejun Huang, Xiao Fu, Nicholas D. Sidiropoulos |
| 2018 | SDM | Streaming Tensor Factorization for Infinite Data Sources. | Shaden Smith, Kejun Huang, Nicholas D. Sidiropoulos, George Karypis |
| 2017 | ACSSC | Kullback-Leibler principal component for tensors is not NP-hard. | Kejun Huang, Nicholas D. Sidiropoulos |
| 2017 | ICASSP | Scalable and flexible Max-Var generalized canonical correlation analysis via alternating optimization. | Xiao Fu, Kejun Huang, Mingyi Hong, Nicholas D. Sidiropoulos, Anthony Man-Cho So |
| 2017 | ICASSP | Nesterov-based parallel algorithm for large-scale nonnegative tensor factorization. | Athanasios P. Liavas, Georgios Kostoulas, Georgios Lourakis, Kejun Huang, Nicholas D. Sidiropoulos |
| 2017 | SDM | BrainZoom: High Resolution Reconstruction from Multi-modal Brain Signals. | Xiao Fu, Kejun Huang, Otilia Stretcu, Hyun Ah Song, Evangelos E. Papalexakis, Partha P. Talukdar, Tom M. Mitchell, Nicholas D. Sidiropoulos, Christos Faloutsos, Barnabs Pczos |
| 2016 | ICASSP | Robust volume minimization-based matrix factorization via alternating optimization. | Xiao Fu, Wing-Kin Ma, Kejun Huang, Nicholas D. Sidiropoulos |
| 2016 | ICASSP | On convexity and identifiability in 1-D Fourier phase retrieval. | Kejun Huang, Yonina C. Eldar, Nicholas D. Sidiropoulos |
| 2016 | ICASSP | Least squares phase retrieval using feasible point pursuit. | Cheng Qian, Nicholas D. Sidiropoulos, Kejun Huang, Lei Huang, Hing-Cheung So |
| 2016 | ICDM | Efficient and Distributed Algorithms for Large-Scale Generalized Canonical Correlations Analysis. | Xiao Fu, Kejun Huang, Evangelos E. Papalexakis, Hyun Ah Song, Partha Pratim Talukdar, Nicholas D. Sidiropoulos, Christos Faloutsos, Tom M. Mitchell |
| 2015 | EMNLP | Translation Invariant Word Embeddings. | Kejun Huang, Matt Gardner, Evangelos E. Papalexakis, Christos Faloutsos, Nikos D. Sidiropoulos, Tom M. Mitchell, Partha Pratim Talukdar, Xiao Fu |
| 2015 | SDM | Principled Neuro-Functional Connectivity Discovery. | Kejun Huang, Nicholas D. Sidiropoulos, Evangelos E. Papalexakis, Christos Faloutsos, Partha Pratim Talukdar, Tom M. Mitchell |
| 2013 | ICASSP | NMF revisited: New uniqueness results and algorithms. | Kejun Huang, Nikos D. Sidiropoulos, A. Swamiy |